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Distinguishing apathy and depression in older adults with mild cognitive impairment using text, audio, and video based on multiclass classification and shapely additive explanations

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This study aimed to develop a classification model to detect and distinguish apathy and depression based on text, audio, and video features and to make use of the shapely additive… Click to show full abstract

This study aimed to develop a classification model to detect and distinguish apathy and depression based on text, audio, and video features and to make use of the shapely additive explanations (SHAP) toolkit to increase the model interpretability.

Keywords: audio video; classification; text audio; additive explanations; shapely additive; apathy depression

Journal Title: International Journal of Geriatric Psychiatry
Year Published: 2022

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